The direct oral anticoagulants (DOACs) are a novel class of drugs that have shifted the paradigm for anticoagulation. DOACs largely obviate the need for laboratory monitoring and are prescribed at pre-specified doses for varying indications including venous thromboembolism (VTE) treatment, VTE prevention, and stroke prophylaxis for non-valvular atrial fibrillation. It is unclear if the current fixed dosing strategy can be improved by measuring DOAC levels in selected populations.
The available DOACs have shown both inter-individual and intra-individual pharmacokinetic variability [1–4]. Even less predictable drug concentrations have been associated with advanced age, renal insufficiency, and body weight extremes [5–7]. All of the approved DOACs are substrates of P-glycoprotein, an important mediator of drug interactions. In addition, both rivaroxaban and apixaban—the two commonly used DOACs—are dependent on the cytochrome P450 enzyme [8]. Thus, concomitant use of medications that, for example, inhibit both the Pglycoprotein and cytochrome P450 systems could increase the plasma level of a DOAC. Finally, there is uncertainty about whether conditions associated with gastrointestinal malabsorption, such as bariatric surgery, may affect DOAC levels [9–10].
While multiple patient characteristics impact the pharmacodynamics and pharmacokinetics of DOACs, there are no established therapeutic ranges to guide dosing. That notwithstanding, there is growing evidence that monitoring drug levels could be informative, and perhaps clinically actionable. In a prospective study of 565 patients with atrial fibrillation and newly initiated on a DOAC, patients were subdivided into quartiles based on trough levels. Although underpowered with a relatively low number of events, the lowest quartile of drug levels appeared to correlate with a higher risk of thromboembolic events [11]. Secondary analysis of the ENGAGE-AF data revealed that increasing edoxaban concentration associated with both a gradual decrease in the risk of stroke or systemic embolic events as well as a steep increase in the risk of major bleeding [12]. Further subgroup analysis also demonstrated an association between higher creatinine clearance, lower trough edoxaban values, and less efficacy to prevent arterial thromboembolism [13]. In the RE-LY trial for patients with atrial fibrillation on dabigatran, plasma concentrations correlated with ischemic stroke and bleeding outcomes, with age being the most important covariate [14]. Likewise, the anti-factor Xa activity (anti-Xa) has also been evaluated as a surrogate marker for clinically important outcomes. A post hoc analysis of the AVERROES pharmacokinetic substudy displayed a relationship between minor bleeding and anti-factor Xa activity. Among patients in the lowest decile of anti-Xa activity, a significantly greater risk of stroke was observed compared to those patients with higher anti-Xa activity [15]. In acute stroke patients, one prospective study found early initiation of rivaroxaban or apixaban had the highest likelihood of hemorrhagic complications in patients with high anti-Xa troughs and peaks [16]. In a separate prospective study, women who experienced mucosal bleeding were found to have higher rivaroxaban doses (per kilogram) and higher anti-Xa levels than non-bleeders [17].
We commend the authors of the three original articles on model-predicted rivaroxaban exposure published in this edition of Journal of Thrombosis and Thrombolysis. In short, the authors performed post hoc exposure–response analyses of data from the landmark trials involving rivaroxaban in the treatment of VTE (EINSTEIN), prevention of VTE (RECORD), and prophylaxis in atrial fibrillation (ROCKET-AF). In the absence of measured rivaroxaban drug levels, the authors predicted individual rivaroxaban exposures by relying on prothrombin time (PT) to enhance an established integrated population pharmacokinetic model. These PT measurements were performed in central laboratories with a rivaroxaban-sensitive assay [18]. The overarching consensus from these studies was that the relationship between predicted rivaroxaban exposure and either efficacy or safety was quite “shallow,” implying a lack of clinical utility for routine rivaroxaban monitoring. However, there were interesting findings in the subgroup analyses that are worth expounding.
In regard to bleeding and safety across these rivaroxaban-related data sets, concentration troughs greater than or equal to the 95th percentile were associated with a higher risk of major or non-major clinical bleeding. Overall, the absolute risk differences were small. But in the interpolation of the ROCKET-AF data, among the subgroup of patients with a history of gastrointestinal bleeding, persons with a trough concentration in the median versus the 95th percentile were predicted to have a 5.1% versus 6.9% risk of major bleeding at one year. While this difference may or may not be large enough to justify measurement of rivaroxaban levels in patients with a history of gastrointestinal bleeding, confirmation of a relationship between drug exposure and outcomes is a critical step to assess the possible value of drug monitoring.
Nevertheless, other studies have been unable to find nor demonstrate a clear relationship between drug exposure and outcomes. These conflicting results can even be seen in the same exposure analysis of the ROCKET-AF data, in which higher rates of stroke or systemic embolism were observed in the subgroup with prior history of stroke or myocardial infarction, but there was little or no relationship between predicted rivaroxaban concentration and the risk of arterial thromboembolism. In similar modeling methodology, but instead to predict exposure levels of prophylactic apixaban in the setting of orthopedic surgery, 100% and 200% increases in apixaban exposure were associated with clinically negligible changes to bleeding frequencies [19]. In the ARISTOTLE trial, apixaban drug concentrations were expectedly lower at the 2.5 mg versus 5 mg twice daily dosing, but the coagulation biomarkers, mortality, and bleeding were consistent across both dosing populations [20]. Across the EINSTEIN and ROCKET-AF data, there was an association between creatinine clearance less than 50 mL/min and a higher risk of recurrent VTE or other embolic events. This finding of higher thrombosis (but not bleeding) rates in patients with moderate or severe renal impairment (who, if anything, should have higher drug concentrations) has been seen in other settings [21]; it is an association that highlights the difficulty of confirming or excluding causal relationships between drug exposure and the risk of adverse outcomes.
These interesting model-predicted rivaroxaban exposure studies, although elegant in design, do have limitations. As discussed by the authors, the dearth of actual pharmacokinetic data from these trials, along with the low event rates, preclude definitive conclusions about whether drug exposure might, especially at the extremes, correlate with the risk of adverse outcomes. The predicted exposure model does assume a linear relationship between rivaroxaban and the prolongation of the PT [18], and the degree to which this modeling reflects actual measured rivaroxaban plasma levels is not known. The use of PT prolongation as a surrogate for rivaroxaban drug levels may be problematic because PT can be affected by other processes [22]. While the adjustments for confounding were commendable, it is unlikely that they fully account for the impact of different patient characteristics on outcome rates.
In summary, the work in these predictive models for rivaroxaban exposure support the dogma that generalized, routine DOAC monitoring is unnecessary across various indications. That being said, it is clear that efficacy and safety outcomes are associated with drug level extremes as well as with selected patient characteristics, such as advanced age, body weight extremes, or renal impairment. Indeed, the data from these rivaroxaban exposure-analyses fall short of disproving the hypothesis that very high or very low drug levels might be associated with important increases in bleeding or thrombosis risk. However, even if such a hypothesis were proven correct, no guidance exists as to how a provider would respond to an outlier drug level in a particular patient. One concern would be that, given the significant inter- and intra-patient variability in DOAC levels observed in other studies [1–4], clinicians would not know which values to act upon. For a patient who had consistently very high or very low drug levels, a different anticoagulant may be considered. But could we be certain the risk-benefit tradeoffs would be better after such a switch? In the absence of an evidence-based approach that incorporates laboratory measurements of DOAC effect, clinicians must—especially when treating patients with risk factors for major bleeding (e.g. renal insufficiency, anemia, and concomitant antiplatelet therapy)—continue to carefully weigh the risks and benefits of any anticoagulant therapy.
Acknowledgments
Funding (information that explains whether and by whom the research was supported) Research reported in this publication was supported by the NHLBI under award number T32HL007093
Footnotes
Publisher's Disclaimer: This Author Accepted Manuscript is a PDF file of an unedited peer-reviewed manuscript that has been accepted for publication but has not been copyedited or corrected. The official version of record that is published in the journal is kept up to date and so may therefore differ from this version.
Conflicts of interest/Competing interests (include appropriate disclosures) No disclosures or conflicts of interest to report.
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